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High Throughput Scheduling Algorithms for Input Queued Packet Switches 被引量:4
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作者 R.Chithra Devi D.Jemi Florinabel Narayanan Prasanth 《Computers, Materials & Continua》 SCIE EI 2022年第1期1527-1540,共14页
The high-performance computing paradigm needs high-speed switching fabrics to meet the heavy traffic generated by their applications.These switching fabrics are efficiently driven by the deployed scheduling algorithms... The high-performance computing paradigm needs high-speed switching fabrics to meet the heavy traffic generated by their applications.These switching fabrics are efficiently driven by the deployed scheduling algorithms.In this paper,we proposed two scheduling algorithms for input queued switches whose operations are based on ranking procedures.At first,we proposed a Simple 2-Bit(S2B)scheme which uses binary ranking procedure and queue size for scheduling the packets.Here,the Virtual Output Queue(VOQ)set with maximum number of empty queues receives higher rank than other VOQ’s.Through simulation,we showed S2B has better throughput performance than Highest Ranking First(HRF)arbitration under uniform,and non-uniform traffic patterns.To further improve the throughput-delay performance,an Enhanced 2-Bit(E2B)approach is proposed.This approach adopts an integer representation for rank,which is the number of empty queues in a VOQ set.The simulation result shows E2B outperforms S2B and HRF scheduling algorithms with maximum throughput-delay performance.Furthermore,the algorithms are simulated under hotspot traffic and E2B proves to be more efficient. 展开更多
关键词 Crossbar switch input queued switch virtual output queue scheduling algorithm high performance computing
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AN EFFICIENT SCHEDULING ALGORITHM FOR INPUT-QUEUED SWITCHES
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作者 Hu Qingsheng Sun Yuan Han Jiangtao 《Journal of Electronics(China)》 2007年第2期251-256,共6页
This letter presents an efficient scheduling algorithm DTRR (Dual-Threshold Round Robin) for input-queued switches. In DTRR, a new matched input and output by round robin in a cell time will be locked by two self-adap... This letter presents an efficient scheduling algorithm DTRR (Dual-Threshold Round Robin) for input-queued switches. In DTRR, a new matched input and output by round robin in a cell time will be locked by two self-adaptive thresholds whenever the queue length or the wait-time of the head cell in the corresponding Virtual Output Queue (VOQ) exceeds the thresholds. The locked input and output will be matched directly in the succeeding cell time until they are unlocked. By employing queue length and wait-time thresholds which are updated every cell time simultane- ously, DTRR achieves a good tradeoff between the performance and hardware complexity. Simula- tion results indicate that the delay performance of DTRR is competitive compared to other typical scheduling algorithms under various traffic patterns especially under diagonal traffic. 展开更多
关键词 Input Queuing (IQ) switches Scheduling algorithm THRESHOLD
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Joint Flow Splitting,Sorting and Selecting for CQF Scheduling in TSN
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作者 Ma Tao Zhou Feifei +2 位作者 Guan Ti Jiang Qinru Yu Yang 《China Communications》 2025年第4期268-280,共13页
The progress of modern industry has given rise to great requirements for network transmission latency and reliability in domains such as smart grid and intelligent driving.To address these challenges,the concept of Ti... The progress of modern industry has given rise to great requirements for network transmission latency and reliability in domains such as smart grid and intelligent driving.To address these challenges,the concept of Time-sensitive networking(TSN)is proposed by IEEE 802.1TSN working group.In order to achieve low latency,Cyclic queuing and forwarding(CQF)mechanism is introduced to schedule Timetriggered(TT)flows.In this paper,we construct a TSN model based on CQF and formulate the flow scheduling problem as an optimization problem aimed at maximizing the success rate of flow scheduling.The problem is tackled by a novel algorithm that makes full use of the characteristics and the relationship between the flows.Firstly,by K-means algorithm,the flows are initially partitioned into subsets based on their correlations.Subsequently,the flows within each subset are sorted by a new special criteria extracted from multiple features of flow.Finally,a flow offset selecting method based on load balance is used for resource mapping,so as to complete the process of flow scheduling.Experimental results demonstrate that the proposed algorithm exhibits significant advantages in terms of scheduling success rate and time efficiency. 展开更多
关键词 cyclic queuing and forwarding model joint flow splitting sorting and selecting timesensitive networking
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Effect of quality uncertainty of parts on performance of reprocessing system in remanufacturing environment 被引量:5
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作者 汤希峰 毛海军 李旭宏 《Journal of Southeast University(English Edition)》 EI CAS 2011年第1期92-95,共4页
Aimed at the problem of stochastic routings for reprocessing operations and highly variable processing times,an open queuing network is utilized to model a typical reprocessing system.In the model,each server is subje... Aimed at the problem of stochastic routings for reprocessing operations and highly variable processing times,an open queuing network is utilized to model a typical reprocessing system.In the model,each server is subject to breakdown and has a finite buffer capacity,while repair times,breakdown times and service time follow an exponential distribution.Based on the decomposition principle and the expansion methodology,an approximation analytical algorithm is proposed to calculate the mean reprocessing time,the throughput of each server and other parameters of the processing system.Then an approach to determining the quality of disassembled parts is suggested,on the basis of which the effect of parts quality on the performance of the reprocessing system is investigated.Numerical examples show that there is a negative correlation between quality of parts and their mean reprocessing time.Furthermore,marginal reprocessing time of the parts decrease with the drop in their quality. 展开更多
关键词 REMANUFACTURING UNCERTAINTY reprocessing system open queuing network
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一种维序的基于组合输入输出排队的并行交换结构 被引量:7
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作者 戴艺 苏金树 孙志刚 《软件学报》 EI CSCD 北大核心 2008年第12期3207-3217,共11页
提出一种按序排队(in-order queuing,简称IOQ)PPS体系结构,通过在分流控制器引入固定尺寸的缓冲区,实现负载在每个交换平面的均匀分配;中间层组合输入输出排队(combined input-and-output queuing,简称CIOQ)交换平面受控于中央调度器,... 提出一种按序排队(in-order queuing,简称IOQ)PPS体系结构,通过在分流控制器引入固定尺寸的缓冲区,实现负载在每个交换平面的均匀分配;中间层组合输入输出排队(combined input-and-output queuing,简称CIOQ)交换平面受控于中央调度器,在每个时间槽(timeslot),中央调度器将同一种匹配实施到每一个交换平面,称之为同步调度策略.可以证明,在该体系结构下,轮询(round robin)分派算法配合同步调度策略可以保证同一条流的信元按序从交换平面读出.进一步提出了严格最长队列优先同步调度算法,极大地减少了中央调度器需要维护的状态信息和信元重定序开销.与目前主流的PPS设计相比,IOQPPS(in-order queuing parallel packet switch)实现机制简单,易于硬件实现.模拟结果表明,IOQPPS具有最优的延迟性能. 展开更多
关键词 交换结构 IOQ PPS(in-order QUEUING PARALLEL PACKET switch) 组合输入输出排队交叉开关 并行报文交换 信元按序发送
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The MAP/PH(PH/PH)/1 Discrete-time Queuing System with Repairable Server 被引量:4
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作者 禹海波 聂赞坎 杨建伟 《Chinese Quarterly Journal of Mathematics》 CSCD 2001年第2期59-63,共5页
In this paper, we discuss a discrete time repairable queuing system with Markovian arrival process, where lifetime of server, service time and repair time of server are all discrete phase type random variables. Using... In this paper, we discuss a discrete time repairable queuing system with Markovian arrival process, where lifetime of server, service time and repair time of server are all discrete phase type random variables. Using the theory of matrix geometric solution, we give the steady state distribution of queue length and waiting time. In addition, the stable availability of the system is also provided. 展开更多
关键词 discrete time queuing system reliability phase type distribution Markovian arrival process matrix geometric solution
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Optimal gateway deployment under different queuing mechanisms in smart grid 被引量:1
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作者 赵军辉 姜婷婷 王海明 《Journal of Southeast University(English Edition)》 EI CAS 2016年第1期16-20,共5页
By optimizing the network topology, this paper proposes a newmethod of queuing theory clustering algorithm based on dynamic programming in a home energy management system( HEMS). First, the total cost of the HEMS sy... By optimizing the network topology, this paper proposes a newmethod of queuing theory clustering algorithm based on dynamic programming in a home energy management system( HEMS). First, the total cost of the HEMS system is divided into two parts, the gateway installation cost and the data transmission cost. Secondly, through comparing two kinds of different queuing theories, the cost problem of the HEMS is converted into the problem of gateway deployment. Finally, a machine-to-machine( M2M) gateway configuration scheme is designed to minimize the cost of the system. Simulation results showthat the cost of the HEMS system mainly comes from the installation cost of the gateways when the gateway buffer space is large enough. If the gateway buffer space is limited, the proposed queue algorithm can effectively achieve optimal gateway setting while maintaining the minimal cost of the HEMS at desired levels through marginal analyses and the properties of cost minimization. 展开更多
关键词 smart grid home energy management system(HEMS) queuing theory gateway deployment
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精密三角高程测量自动化控制系统研究与实现 被引量:1
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作者 张恒 滕德贵 黄赟 《测绘地理信息》 CSCD 2021年第5期37-40,共4页
为简化精密三角高程测量的操作步骤及作业流程以提升效率,提出了一种精密三角高程测量自动化控制策略,并详细论述了系统架构设计、自动化控制策略实现机理及关键功能模块划分;研发了一套由测量机器人控制应用程序及服务器程序组成的自... 为简化精密三角高程测量的操作步骤及作业流程以提升效率,提出了一种精密三角高程测量自动化控制策略,并详细论述了系统架构设计、自动化控制策略实现机理及关键功能模块划分;研发了一套由测量机器人控制应用程序及服务器程序组成的自动化测量控制系统。该系统被应用于重庆市轨道交通工程。结果表明:该系统实现了对主站和辅站观测流程的联动控制及对仪器测量的自动控制,整个过程无需人工干预,测量误差实时检校,不仅保证了原始数据记录的准确性,也显著提升了作业效率。 展开更多
关键词 精密三角高程测量 自动化控制 二等水准 消息队列遥测传输(message queuing telemetry transport MQTT)
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ANALYSIS ON A TYPE OF SERVICING MACHINES MODEL WITH REPAIRABLE SERVICE STATION
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作者 朱翼隽 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1997年第2期153-159,共7页
This paper deals with a type of servicing machines model, which service station has a life time of the kth Er-langian distribution and can be repaired just like a new one. The cyclic time and the inefficiency quantiti... This paper deals with a type of servicing machines model, which service station has a life time of the kth Er-langian distribution and can be repaired just like a new one. The cyclic time and the inefficiency quantities of this system in equilibrium are obtained. 展开更多
关键词 queuing theory DISTRIBUTION Erlangian distribution repairable service station cyclic time inefficiency quantities
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在无线网络中一种分组公平调度的混合策略
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作者 谭龙 《哈尔滨理工大学学报》 CAS 2005年第3期87-90,共4页
设计了一个集中式和分布式的分组公平排队混合机制来解决无线分组网络中的资源公平调度问题.集中式公平控制采用了传统算法WFQ和SBFA的混合策略;分布式公平控制是在通信协议IEEE802.11中分布式协调功能(DCF)的基础上,加载公平调度机制... 设计了一个集中式和分布式的分组公平排队混合机制来解决无线分组网络中的资源公平调度问题.集中式公平控制采用了传统算法WFQ和SBFA的混合策略;分布式公平控制是在通信协议IEEE802.11中分布式协调功能(DCF)的基础上,加载公平调度机制来实现.混合调度策略可以保证在无线分组网络中,对多个移动主机上的多个分组流,在短期和长期、局部和全局的范围内信道资源的公平使用和共享. 展开更多
关键词 移动计算 公平排队(Fair Queuing) WFQ SBFA DCF
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Pedestrian flow through exit:Study focused on evacuation pattern
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作者 张博思 余志红 +2 位作者 孙柏林 郭紫钰 陈默 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第1期755-764,共10页
Experiments are conducted on the evacuation rate of pedestrians through exits with queued evacuation pattern and random evacuation pattern. The experimental results show that the flow rate of pedestrians is larger wit... Experiments are conducted on the evacuation rate of pedestrians through exits with queued evacuation pattern and random evacuation pattern. The experimental results show that the flow rate of pedestrians is larger with the random evacuation pattern than with the queued evacuation pattern. Therefore, the exit width calculated based on the minimum evacuation clear width for every 100 persons, which is on the assumption that the pedestrians pass through the exit in one queue or several queues, is conservative. The number of people crossing the exit simultaneously is greater in the random evacuation experiments than in the queued evacuation experiments, and the time interval between the front row and rear row of people is shortened in large-exit conditions when pedestrians evacuate randomly. The difference between the flow rate with a queued evacuation pattern and the flow rate with a random evacuation pattern is related to the surplus width of the exit, which is greater than the total width of all accommodated people streams. Two dimensionless quantities are defined to explore this relationship. It is found that the difference in flow rate between the two evacuation patterns is stable at a low level when the surplus width of the exit is no more than 45% of the width of a single pedestrian stream. There is a great difference between the flow rate with the queued evacuation pattern and the flow rate with the random evacuation pattern in a scenario with a larger surplus width of the exit. Meanwhile, the pedestrians crowd extraordinarily at the exit in these conditions as well, since the number of pedestrians who want to evacuate through exit simultaneously greatly exceeds the accommodated level. Therefore, the surplus width of exit should be limited especially in the narrow exit condition, and the relationship between the two dimensionless quantities mentioned above could provide the basis to some extent. 展开更多
关键词 EVACUATION exit width flow rate queued evacuation pattern random evacuation pattern
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DESIGN AND IMPLEMENTATION OF SINGLE-BUFFERED ROUTERS
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作者 Hu Ximing Qu Jing +1 位作者 Wang Binqiang Wu Jiangxing 《Journal of Electronics(China)》 2007年第4期470-476,共7页
A Single-Buffered (SB) router is a router where only one stage of shared buffering is sandwiched between two interconnects in comparison of a Combined Input and Output Queued (CIOQ) router where a central switch f... A Single-Buffered (SB) router is a router where only one stage of shared buffering is sandwiched between two interconnects in comparison of a Combined Input and Output Queued (CIOQ) router where a central switch fabric is sandwiched between two stages of buffering. The notion of SB routers was firstly proposed by the High-Performance Networking Group (HPNG) of Stanford University, along with two promising designs of SB routers: one of which was Parallel Shared Memory (PSM) router and the other was Distributed Shared Memory (DSM) router. Admittedly, the work of HPNG deserved full credit, but all results presented by them appeared to relay on a Centralized Memory Management Algorithm (CMMA) which was essentially impractical because of the high processing and communication complexity. This paper attempts to make a scalable high-speed SB router completely practical by introducing a fully distributed architecture for managing the shared memory of SB routers. The resulting SB router is called as a Virtual Output and Input Queued (VOIQ) router. Furthermore, the scheme of VOIQ routers can not only eliminate the need for the CMMA scheduler, thus allowing a fully distributed implementation with low processing and commu- nication complexity, but also provide QoS guarantees and efficiently support variable-length packets in this paper. In particular, the results of performance testing and the hardware implementation of our VOIQ-based router (NDSC~ SR1880-TTM series) are illustrated at the end of this paper. The proposal of this paper is the first distributed scheme of how to design and implement SB routers publicized till now. 展开更多
关键词 Single-Buffered (SB) router Distributed Shared Memory (DSM) Parallel Shared Memory (PSM) Virtual Output and Input queued (VOIQ) NDSC SR1880-T^TM router
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Modeling and Parameter Optimization of Statistical Priority-Based Multiple Access Protocol 被引量:10
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作者 Siying Gao Ming Yang Hui Yu 《China Communications》 SCIE CSCD 2019年第9期45-61,共17页
The Statistical Priority-based Multiple Access Protocol(SPMA)is the de facto standard for Tactical Target Network Technology(TTNT)and has also been implemented in ad hoc networks.In this paper,we present a non-preempt... The Statistical Priority-based Multiple Access Protocol(SPMA)is the de facto standard for Tactical Target Network Technology(TTNT)and has also been implemented in ad hoc networks.In this paper,we present a non-preemptive M/M/1/K queuing model to analyze the performance of different priorities in SPMA in terms of average packet loss rate and delay.And based on this queuing model,we designed a percentile scoring system combined with Q-learning algorithm to optimize the protocol parameters.The simulation results show that our theoretical model is closely matched with the reality,and the proposed algorithm improves the efficiency and accuracy in finding the optimal parameter set of SPMA protocol. 展开更多
关键词 SPMA QUEUING model Q-LEARNING percentile SCORING system
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Data Processing Model of Coalmine Gas Early-Warning System 被引量:8
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作者 QIAN Jian-sheng YIN Hong-sheng +2 位作者 LIU Xiu-rong HUA Gang XU Yong-gang 《Journal of China University of Mining and Technology》 EI 2007年第1期20-24,共5页
The data processing mode is vital to the performance of an entire coalmine gas early-warning system, especially in real-time performance. Our objective was to present the structural features of coalmine gas data, so t... The data processing mode is vital to the performance of an entire coalmine gas early-warning system, especially in real-time performance. Our objective was to present the structural features of coalmine gas data, so that the data could be processed at different priority levels in C language. Two different data processing models, one with priority and the other without priority, were built based on queuing theory. Their theoretical formulas were determined via a M/M/I model in order to calculate average occupation time of each measuring point in an early-warning program. We validated the model with the gas early-warning system of the Huaibei Coalmine Group Corp. The results indicate that the average occupation time for gas data processing by using the queuing system model with priority is nearly 1/30 of that of the model without priority. 展开更多
关键词 gas early-warning data processing queuing theory priority model high efficiency
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Traffic dynamics considering packet loss in finite buffer networks 被引量:2
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作者 Jie Chen Jin-Yong Chen +1 位作者 Ming Li Mao-Bin Hu 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第4期433-438,共6页
In real complex systems, the limited storage capacity of physical devices often results in the loss of data. We study the effect of buffer size on packet loss threshold in scale-free networks. A new order parameter is... In real complex systems, the limited storage capacity of physical devices often results in the loss of data. We study the effect of buffer size on packet loss threshold in scale-free networks. A new order parameter is proposed to characterize the packet loss threshold. Our results show that the packet loss threshold can be optimized with a relative small buffer size. Meanwhile, a large buffer size will increase the travel time. Furthermore, we propose a Buffered-Shortest-Path-First(BSPF) queuing strategy. Compared to the traditional First-In-First-Out(FIFO) strategy, BSPF can not only increase the packet loss threshold but can also significantly decrease the travel length and travel time in both identical and heterogeneous node capacity cases. Our study will help to improve the traffic performance in finite buffer networks. 展开更多
关键词 FINITE BUFFER NETWORKS LOSS THRESHOLD QUEUING strategy
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Optimization Scheme of Large Passenger Flow in Huoying Station,Line 13 of Beijing Subway System 被引量:3
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作者 Jin Zhou Haochen Wang +3 位作者 Di Sun Siqiang Xu Meng Lv Feifei Yu 《Computers, Materials & Continua》 SCIE EI 2020年第6期1387-1398,共12页
This paper focuses on the distribution of passenger flow in Huoying Station,Line 13 of Beijing subway system.The transformation measures taken by Line 13 since operation are firstly summarized.Then the authors elabora... This paper focuses on the distribution of passenger flow in Huoying Station,Line 13 of Beijing subway system.The transformation measures taken by Line 13 since operation are firstly summarized.Then the authors elaborate the facilities and equipment of this station,especially the node layout and passenger flow field.An optimization scheme is proposed to rapidly distribute the passenger flow in Huoying Station by adjusting the operation time of the escalator in the direction of Xizhimen.The authors adopt Queuing theory and Anylogic simulation software to simulate the original and the optimized schemes of Huoying Station to distribute the passenger flow.The results of the simulation indicate that the optimized scheme could effectively alleviate the traffic congestion in the hall of Huoying Station,and the pedestrian density in other places of the hall is lowered;passengers could move freely in the hall and no new congestion points would form.The rationality of the scheme is thus proved. 展开更多
关键词 Huoying station of Beijing subway system passenger flow ESCALATOR queuing theory system simulation ANYLOGIC
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An analytical method to calculate station evacuation capacity 被引量:2
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作者 许心越 刘军 +1 位作者 李海鹰 周艳芳 《Journal of Central South University》 SCIE EI CAS 2014年第10期4043-4050,共8页
The major objective of this work was to calculate evacuation capacity and solve the optimal routing problem in a given station topology from a network optimization perspective where station facilities were modelled as... The major objective of this work was to calculate evacuation capacity and solve the optimal routing problem in a given station topology from a network optimization perspective where station facilities were modelled as open finite queueing networks with a multi-objective set of performance measures. The optimal routing problem was determined so that the number of evacuation passengers was maximized while the service level was higher than a certain criterion. An analytical technique for modelling open finite queueing networks, called the iteration generalized expansion method(IGEM), was utilized to calculate the desired outputs. A differential evolution algorithm was presented for determining the optimal routes. As demonstrated, the design methodology which combines the optimization and analytical queueing network models provides a very effective procedure for simultaneously determining the service level and the maximum number of evacuation passengers in the best evacuation routes. 展开更多
关键词 evacuation capacity subway station service level optimal routing queuing network genetic algorithms
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Application of the Queuing Theory in Characterizing and Optimizing the Passenger Flow at the Airport Security 被引量:5
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作者 Mengjiao Wang 《Journal of Applied Mathematics and Physics》 2017年第9期1620-1628,共9页
This paper presents mathematics models that describe and optimize the passenger flow at the airport security checkpoints by applying the queuing theory. Firstly, a Poisson process is used to estimate the flow of passe... This paper presents mathematics models that describe and optimize the passenger flow at the airport security checkpoints by applying the queuing theory. Firstly, a Poisson process is used to estimate the flow of passengers waiting for going through the security. Then, the Poisson distribution is combined with a multiple M/M/s model. Following that, an arrival model (passengers’ arriving at the checkpoints preparing for security examination and departure) with Gumbel extreme value estimation is described that predicts the busiest time in the busiest airport. Real case data collected from several major airports worldwide is used for creating a hybrid Poisson model to generate the simulation of passenger volume. At last, Markov Chain theory is applied to the analysis to randomly simulate the flow of enplaned passengers again, and the results of these two simulations are compared and discussed, revealing that the hybrid Poisson model is the more accurate one. After successfully characterizing the passenger flow mathematically, two methods for optimizing the passenger flow are then provided in two different respects: one is bypassing passengers and creating an express pass;while the other one promotes Pre-Check service application. 展开更多
关键词 QUEUING Theory POISSON Process Gumbel EXTREME VALUE Estimation Hybrid POISSON Model MARKOV CHAIN
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Bottleneck Analysis for Data Acquisition in High-Speed Network Traffic Monitoring 被引量:2
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作者 JIANG Wei TIAN Zhihong +1 位作者 CAI Chao GONG Bei 《China Communications》 SCIE CSCD 2014年第1期110-118,共9页
The increasing network throughput challenges the current network traffic monitor systems to have compatible high-performance data processing.The design of packet processing systems is guided by the requirements of hig... The increasing network throughput challenges the current network traffic monitor systems to have compatible high-performance data processing.The design of packet processing systems is guided by the requirements of high packet processing throughput.In this paper,we depict an in-depth research on the related techniques and an implementation of a high-performance data acquisition mechanism.Through the bottleneck analysis with the aid of queuing network model,several performance optimising methods,such as service rate increasing,queue removing and model simplification,are integrated.The experiment results indicate that this approach is capable of reducing the CPU utilization ratio while improving the efficiency of data acquisition in high-speed networks. 展开更多
关键词 data acquisition bottleneck ana- lysis queuing theory semi-polling
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Storage Assignment Optimization in a Multi-tier Shuttle Warehousing System 被引量:10
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作者 WANG Yanyan MOU Shandong WU Yaohua 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第2期421-429,共9页
The current mathematical models for the storage assignment problem are generally established based on the traveling salesman problem(TSP),which has been widely applied in the conventional automated storage and retri... The current mathematical models for the storage assignment problem are generally established based on the traveling salesman problem(TSP),which has been widely applied in the conventional automated storage and retrieval system(AS/RS).However,the previous mathematical models in conventional AS/RS do not match multi-tier shuttle warehousing systems(MSWS) because the characteristics of parallel retrieval in multiple tiers and progressive vertical movement destroy the foundation of TSP.In this study,a two-stage open queuing network model in which shuttles and a lift are regarded as servers at different stages is proposed to analyze system performance in the terms of shuttle waiting period(SWP) and lift idle period(LIP) during transaction cycle time.A mean arrival time difference matrix for pairwise stock keeping units(SKUs) is presented to determine the mean waiting time and queue length to optimize the storage assignment problem on the basis of SKU correlation.The decomposition method is applied to analyze the interactions among outbound task time,SWP,and LIP.The ant colony clustering algorithm is designed to determine storage partitions using clustering items.In addition,goods are assigned for storage according to the rearranging permutation and the combination of storage partitions in a 2D plane.This combination is derived based on the analysis results of the queuing network model and on three basic principles.The storage assignment method and its entire optimization algorithm method as applied in a MSWS are verified through a practical engineering project conducted in the tobacco industry.The applying results show that the total SWP and LIP can be reduced effectively to improve the utilization rates of all devices and to increase the throughput of the distribution center. 展开更多
关键词 Multi-tier shuttle warehousing system storage assignment optimization open queuing network ant colony clustering algorithm
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